{"id":"W4413452177","doi":"10.2196/80000","title":"Barriers to and Facilitators of Digital Health Technology Adoption Among Older Adults With Chronic Diseases: Updated Systematic Review","year":2025,"lang":"en","type":"review","venue":"JMIR Aging","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Gerontology; Digital health; Medicine; Family medicine; Psychology; Health care; Computer science; Political science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01495059,0.001498057,0.006579457,0.01251729,0.0007223513,0.003281451,0.001645607,0.001939538,0.003578211],"category_scores_gemma":[0.06514783,0.00128171,0.009915701,0.0114687,0.0006921824,0.003175024,0.002382977,0.001510651,0.0002847361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003792962,"about_ca_system_score_gemma":0.02194783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01673918,"about_ca_topic_score_gemma":0.0490244,"domain_scores_codex":[0.9894137,0.003401028,0.00410385,0.0006534178,0.002027261,0.0004006193],"domain_scores_gemma":[0.950636,0.03252206,0.009441721,0.0006584526,0.006243115,0.0004985828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001417672,0.0000268638,0.002344295,0.936061,0.01191893,0.0000805395,0.0006322796,0.00008748434,0.00009951259,0.000282338,0.001871775,0.04645314],"study_design_scores_gemma":[0.0001861724,0.0001791044,0.01111162,0.8835791,0.08507729,0.0002398159,0.0007673135,0.00009647889,0.0001411328,0.0002664404,0.01830285,0.00005263787],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003041202,0.9941837,0.0002840648,0.0005700451,0.0001569294,0.0005375497,0.0008011381,0.000013031,0.000412298],"genre_scores_gemma":[0.02023082,0.9763932,0.001093527,0.0005975853,0.00007537601,0.0009662624,0.000479574,0.000006231279,0.0001573589],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01673918,"threshold_uncertainty_score":0.07906723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008108852362569363,"score_gpt":0.3143320160997127,"score_spread":0.3062231637371433,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}